{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "40fd19c1-2b22-41d1-81e9-0ca2a618061f",
   "metadata": {},
   "outputs": [],
   "source": [
    "from nibabel.viewers import OrthoSlicer3D\n",
    "from nibabel import nifti1\n",
    "import nibabel as nib\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import cv2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "fe136f63-bc49-473e-9f2e-36d6d6df0cd0",
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [],
   "source": [
    "# 文件名，nii或nii.gz\n",
    "ori_filename = '../data0_link/yhs_data/NPC/train/image/0000.nii.gz'\n",
    "mask_L_filename = '../data0_link/yhs_data/NPC/train/groundtruth/0000/Parotid_L.nii'\n",
    "mask_R_filename = '../data0_link/yhs_data/NPC/train/groundtruth/0000/Parotid_R.nii'\n",
    "mask_SL_filename = '../data0_link/yhs_data/NPC/train/groundtruth/0000/Submandibular_L.nii'\n",
    "mask_SR_filename = '../data0_link/yhs_data/NPC/train/groundtruth/0000/Submandibular_R.nii'\n",
    "\n",
    "#(1024, 1024, 129)\n",
    "ori_img = nib.load(ori_filename)\n",
    "mask_L_img = nib.load(mask_L_filename)\n",
    "mask_R_img = nib.load(mask_R_filename)\n",
    "mask_SL_img = nib.load(mask_SL_filename)\n",
    "mask_SR_img = nib.load(mask_SR_filename)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "93baa687-c55c-49fb-a892-9ee3c157f54a",
   "metadata": {},
   "outputs": [],
   "source": [
    "ori_width,ori_height,ori_queue = ori_img.dataobj.shape\n",
    "mask_width,mask_height,mask_queue = mask_L_img.dataobj.shape\n",
    "\n",
    "#OrthoSlicer3D(ori_img.dataobj).show()\n",
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "dc0d3727-a61f-4e41-bc3e-f7ae064b9d4d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3071\n",
      "-1024\n"
     ]
    }
   ],
   "source": [
    "print(np.max(ori_img.dataobj))\n",
    "print(np.min(ori_img.dataobj))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "84f5472d-be1a-488f-971c-0cef6f77d293",
   "metadata": {},
   "outputs": [],
   "source": [
    "def normalization(data):\n",
    "    _range = np.max(data) - np.min(data)\n",
    "    return (data - np.min(data)) / _range\n",
    "ori_img_data = normalization(ori_img.dataobj)\n",
    "mask_L_img_data = normalization(mask_L_img.dataobj)\n",
    "mask_R_img_data = normalization(mask_R_img.dataobj)\n",
    "\n",
    "\n",
    "ori_img_data90 =np.rot90(ori_img_data)\n",
    "mask_L_img_data90 =np.rot90(mask_L_img_data)\n",
    "mask_R_img_data90 =np.rot90(mask_R_img_data)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "0a432fc1-738e-4b54-a97a-1e6a9c9bfd87",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2160x2160 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(30,30))\n",
    "plt.subplot(1,4,1)\n",
    "plt.imshow(ori_img_data90[:,:,73],cmap='gray',vmin=0.25,vmax=0.29)#vmin vmax\n",
    "plt.subplot(1,4,2)\n",
    "plt.imshow(mask_L_img_data90[:,:,73],cmap='gray')\n",
    "plt.subplot(1,4,3)\n",
    "plt.imshow(mask_R_img_data90[:,:,73],cmap='gray')\n",
    "plt.subplot(1,4,4)\n",
    "plt.imshow(mask_L_img_data90[:,:,73].astype(\"float32\") + \n",
    "           ori_img_data90[:,:,73].astype(\"float32\") + \n",
    "           mask_R_img_data90[:,:,73].astype(\"float32\"),cmap='gray',vmin=0.25,vmax=0.29)\n",
    "plt.show()\n",
    "#plt.savefig('./xxx.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "47e53ab3-8a0d-4fa6-9126-3cf207882676",
   "metadata": {},
   "outputs": [],
   "source": [
    "ori_img_data = normalization(ori_img.dataobj)\n",
    "mask_SL_img_data = normalization(mask_SL_img.dataobj)\n",
    "mask_SR_img_data = normalization(mask_SR_img.dataobj)\n",
    "\n",
    "ori_img_data90 =np.rot90(ori_img_data)\n",
    "mask_SL_img_data90 =np.rot90(mask_SL_img_data)\n",
    "mask_SR_img_data90 =np.rot90(mask_SR_img_data)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "e289d8a5-1c69-4e45-a770-38d9e19b23d7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,20))\n",
    "plt.subplot(1,4,1)\n",
    "plt.imshow(ori_img_data90[:,:,58],cmap='gray',vmin=0.25,vmax=0.29)#vmin vmax\n",
    "plt.subplot(1,4,2)\n",
    "plt.imshow(mask_SL_img_data90[:,:,58],cmap='gray')\n",
    "plt.subplot(1,4,3)\n",
    "plt.imshow(mask_SR_img_data90[:,:,58],cmap='gray')\n",
    "plt.subplot(1,4,4)\n",
    "plt.imshow(mask_SL_img_data90[:,:,58].astype(\"float32\") + \n",
    "           ori_img_data90[:,:,58].astype(\"float32\") + \n",
    "           mask_SR_img_data90[:,:,58].astype(\"float32\"),cmap='gray',vmin=0.25,vmax=0.29)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "563aab2d-392c-4f45-8ad8-f3304f20471a",
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2880x2880 with 129 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "num = 1\n",
    "plt.figure(figsize=(40,40))\n",
    "for i in range(0,ori_queue):\n",
    "    img_arr = mask_SL_img_data90[:,:,i]\n",
    "    ax = plt.subplot(13,10,num)\n",
    "    plt.imshow(img_arr, cmap='gray',vmin=0.25,vmax=0.29)\n",
    "    ax.get_xaxis().set_visible(False)\n",
    "    ax.get_yaxis().set_visible(False)\n",
    "    num+=1\n",
    "plt.show()\n",
    "#plt.savefig('./xxx.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "b22a9e85-8f05-4d6b-878e-a26b4601e6a4",
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.0\n"
     ]
    }
   ],
   "source": [
    "print(np.max(mask_SR_img_data))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "341ce8a5-9932-4c90-bfd2-350fb2326305",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "54\n",
      "55\n",
      "56\n",
      "57\n",
      "58\n",
      "59\n",
      "60\n",
      "61\n",
      "62\n",
      "63\n"
     ]
    }
   ],
   "source": [
    "for i in range(0,ori_queue):\n",
    "    img_arr = mask_SL_img_data90[:,:,i]\n",
    "    if np.max(img_arr) == 1 :\n",
    "        print(i)\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
